Concepedia

Feature Importance Stability

Feature Importance Stability is a measurement construct that quantifies the consistency of feature importance rankings across varying models, datasets, or perturbations, thereby distinguishing itself from general feature selection methods by emphasizing reliability and reproducibility of feature relevance assessments.

9

Publications

578

Citations

31

Authors

17

Institutions

Publications per year

2017–2026

8

Parents

Publications

9

A Systematic Approach for Variable Selection With Random Forests: Achieving Stable Variable Importance Values

Amir Behnamian, Koreen Millard, Sarah Banks et al. · IEEE Geoscience and Remote Sensing Letters · 2017 · 134 citations · Full text

, , +12

Cross‐validated permutation feature importance considering correlation between features

Hiromasa Kaneko · Analytical Science Advances · 2022 · 120 citations · Full text

, , +11

Beyond XGBoost and SHAP: Unveiling true feature importance

Yoshiyasu Takefuji · Journal of Hazardous Materials · 2025 · 114 citations

, , +14

Grouped feature importance and combined features effect plot

Quay Au, Julia Herbinger, Clemens Stachl et al. · Data Mining and Knowledge Discovery · 2022 · 62 citations · Full text

, , +13

An extensive comparison of feature ranking aggregation techniques in bioinformatics

Randall Wald, Taghi M. Khoshgoftaar, David J. Dittman et al. · 2012 · 41 citations

, , +13

1–5 of 9

Authors

31

  1. CS
    Clemens Stachl

    Ludwig-Maximilians-Universität München, Germany

    2 publications · 72 citations

    2

    h-index

  2. BB
    Bernd Bischl

    Ludwig-Maximilians-Universität München, Germany

    2 publications · 72 citations

    2

    h-index

  3. JH
    Julia Herbinger

    Ludwig-Maximilians-Universität München, Germany

    2 publications · 72 citations

    2

    h-index

  4. GC
    Giuseppe Casalicchio

    Ludwig-Maximilians-Universität München, Germany

    2 publications · 72 citations

    2

    h-index

  5. QA
    Quay Au

    Ludwig-Maximilians-Universität München, Germany

    2 publications · 72 citations

    2

    h-index

1–5 of 31

Institutions

17

  1. Sichuan University

    Chengdu, China

    1 h-index

    1 publications

    35 citations

  2. McMaster University

    Hamilton, Canada

    1 h-index

    1 publications

    22 citations

  3. Meiji University

    Tokyo, Japan

    1 h-index

    1 publications

    120 citations

  4. Environment and Climate Change Canada

    Ottawa, Canada

    1 h-index

    4 publications

    536 citations

  5. University of Regina

    Regina, Canada

    1 h-index

    2 publications

    44 citations

  6. Musashino University

    Tokyo, Japan

    1 h-index

    1 publications

    114 citations

  7. China Medical University Hospital

    Taichung, Taiwan

    1 h-index

    1 publications

    35 citations

  8. Florida Atlantic University

    Boca Raton, United States

    1 h-index

    5 publications

    205 citations

1–8 of 17

Venues

  1. arXiv (Cornell University)

    Repository · 1 publications · 10 citations

    1

    h-index

  2. Hydrology and earth system sciences

    1 publications · 22 citations

    1

    h-index

  3. Journal of Hazardous Materials

    1 publications · 114 citations

    1

    h-index

  4. IEEE Geoscience and Remote Sensing Letters

    GRSL · 1 publications · 134 citations

    1

    h-index

  5. Information Sciences

    1 publications · 35 citations

    1

    h-index

1–5